On robust estimation via pseudo-additive information
Journal
Biometrika
ISSN
0006-3444
ISSN-Digital
1464-3510
Type
journal article
Date Issued
2012-03-03
Author(s)
Ferrari, Davide
Abstract
We consider a robust parameter estimator minimizing an empirical approximation to the q-entropy and show its relationship to minimization of power divergences through a simple parameter transformation. The estimator balances robustness and efficiency through a tuning constant q and avoids kernel density smoothing. We derive an upper bound to the estimator mean squared error under a contaminated reference model and use it as a min-max criterion for selecting q.
Language
English
HSG Classification
contribution to scientific community
Refereed
Yes
Publisher
Biometrika Trust
Publisher place
London
Volume
99
Number
1
Start page
238
End page
244
Pages
7
Subject(s)
Division(s)
Eprints ID
229745